Sequential Recommendation on Amazon Sports and Outdoors
2.8Recall@5Swing
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| SwingBackbone=Swing, Data Augmentation=LLM-I2I2025.12 | 2.8 | 1.96 | 3.8 | 2.29 | |
| TIGER2023.05 | 2.64 | 1.81 | 4 | 2.25 | |
| S3-Rec2023.05 | 2.51 | 1.61 | 3.85 | 2.04 | |
| SwingBackbone=Swing, Data Augmentation=No2025.12 | 2.36 | 1.69 | 3.3 | 2 | |
| SASRec2023.05 | 2.33 | 1.54 | 3.5 | 1.92 | |
| SwingBackbone=Swing, Data Augmentation=LLM-CF2025.12 | 2.11 | 1.35 | 2.94 | 1.62 | |
| HGN2023.05 | 1.89 | 1.2 | 3.13 | 1.59 | |
| FDSA2023.05 | 1.82 | 1.22 | 2.88 | 1.56 | |
| GRU4Rec2023.05 | 1.29 | 0.86 | 2.04 | 1.1 | |
| Caser2023.05 | 1.16 | 0.72 | 1.94 | 0.97 | |
| BERT4Rec2023.05 | 1.15 | 0.75 | 1.91 | 0.99 | |
| YoutubeDNNBackbone=YoutubeDNN, Data Augmentation=LLM-I2I2025.12 | 0.92 | 0.57 | 1.79 | 0.84 | |
| YoutubeDNNBackbone=YoutubeDNN, Data Augmentation=LLM-CF2025.12 | 0.83 | 0.48 | 1.47 | 0.64 | |
| BPRBackbone=BPR, Data Augmentation=LLM-I2I2025.12 | 0.68 | 0.42 | 1.32 | 0.62 | |
| YoutubeDNNBackbone=YoutubeDNN, Data Augmentation=No2025.12 | 0.67 | 0.4 | 1.24 | 0.58 | |
| P52023.05 | 0.61 | 0.41 | 0.95 | 0.52 | |
| BPRBackbone=BPR, Data Augmentation=No2025.12 | 0.49 | 0.26 | 0.92 | 0.4 | |
| BPRBackbone=BPR, Data Augmentation=LLM-CF2025.12 | 0.43 | 0.24 | 0.79 | 0.35 | |
| BM25Backbone=BM25, Data Augmentation=LLM-I2I2025.12 | 0.4 | 0.18 | 0.99 | 0.35 | |
| BM25Backbone=BM25, Data Augmentation=No2025.12 | 0.31 | 0.13 | 0.94 | 0.35 | |
| BM25Backbone=BM25, Data Augmentation=LLM-CF2025.12 | 0.26 | 0.12 | 0.8 | 0.29 |